[INSERT DATASET NAME] Report¶
[INSERT DATASET DESCRIPTION]
Table of Contents¶
| Rows | 569 |
|---|---|
| Columns | 32 |
| Missing cells | 0 (0.00 %) |
| Zeros | 47 (0.26 %) |
| Duplicate rows | 0 (0.00 %) |
| Column Name | Inferred Data Type |
|---|---|
| ID | categorical |
| DIAGNOSIS | categorical |
| RADIUS1 | categorical |
| TEXTURE1 | numeric |
| PERIMETER1 | numeric |
| AREA1 | numeric |
| SMOOTHNESS1 | numeric |
| COMPACTNESS1 | numeric |
| CONCAVITY1 | numeric |
| CONCAVE_POINTS1 | numeric |
| SYMMETRY1 | numeric |
| FRACTAL_DIMENSION1 | numeric |
| RADIUS2 | numeric |
| TEXTURE2 | numeric |
| PERIMETER2 | numeric |
| AREA2 | numeric |
| SMOOTHNESS2 | numeric |
| COMPACTNESS2 | numeric |
| CONCAVITY2 | numeric |
| CONCAVE_POINTS2 | numeric |
| SYMMETRY2 | numeric |
| FRACTAL_DIMENSION2 | numeric |
| RADIUS3 | numeric |
| TEXTURE3 | numeric |
| PERIMETER3 | numeric |
| AREA3 | numeric |
| SMOOTHNESS3 | numeric |
| COMPACTNESS3 | numeric |
| CONCAVITY3 | numeric |
| CONCAVE_POINTS3 | numeric |
| SYMMETRY3 | numeric |
| FRACTAL_DIMENSION3 | numeric |
First rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 856299 | B | 17.543 | 14.96 | 69.68 | 562.6 | 0.11024 | 0.11156 | 0.059614 | 0.020084 | ... | 13.361 | 22.78 | 91.62 | 579.0 | 0.13553 | 0.11315 | 0.320835 | 0.098895 | 0.3086 | 0.07314 |
| 1 | 872296 | B | 15.7 | 14.87 | 94.51 | 315.4 | 0.10455 | 0.11110 | 0.024047 | 0.014293 | ... | 25.983 | 30.36 | 60.04 | 405.5 | 0.12040 | 0.46519 | 0.338126 | 0.045030 | 0.2924 | 0.07067 |
| 2 | 908511 | M | 20.189 | 14.54 | 92.16 | 795.8 | 0.11675 | 0.11911 | 0.086264 | 0.026217 | ... | 13.112 | 22.95 | 105.14 | 977.2 | 0.09458 | 0.35288 | 0.256018 | 0.177550 | 0.2296 | 0.07057 |
| 3 | 864514 | M | 12.72 | 20.68 | 95.57 | 451.6 | 0.08317 | 0.14206 | 0.219994 | 0.017341 | ... | 10.776 | 33.12 | 127.31 | 1214.6 | 0.11915 | 0.58177 | 0.001369 | 0.029653 | 0.2727 | 0.07652 |
| 4 | 888827 | B | 13.206 | 17.76 | 85.65 | 260.1 | 0.09740 | 0.17096 | 0.033371 | 0.020540 | ... | 12.361 | 22.52 | 77.89 | 498.0 | 0.09347 | 0.44302 | 0.484563 | 0.150140 | 0.2849 | 0.06336 |
5 rows × 32 columns
Last rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 564 | 866530 | M | 18.061 | 19.12 | 65.40 | 1339.3 | 0.11720 | 0.09815 | 0.213587 | 0.019155 | ... | 21.624 | 27.78 | 193.80 | 623.1 | 0.12901 | 0.27224 | 0.563720 | 0.195748 | 0.2821 | 0.08050 |
| 565 | 855595 | B | 17.01 | 28.13 | 75.01 | 949.0 | 0.11260 | 0.07853 | 0.158379 | 0.009946 | ... | 13.350 | 22.09 | 87.98 | 472.9 | 0.12934 | 0.23925 | 0.042942 | 0.113143 | 0.2121 | 0.06825 |
| 566 | 919365 | B | 22.616 | 20.09 | 85.89 | 1279.7 | 0.10087 | 0.07836 | 0.040249 | 0.034980 | ... | 23.864 | 20.64 | 77.97 | 432.7 | 0.13780 | 0.10994 | 0.054066 | 0.207992 | 0.2625 | 0.07692 |
| 567 | 920003 | M | 13.619 | 26.54 | 82.55 | 1701.0 | 0.11490 | 0.16032 | 0.121590 | 0.147588 | ... | 14.328 | 24.73 | 92.06 | 1027.2 | 0.15464 | 0.12014 | 0.598830 | 0.029733 | 0.2341 | 0.06804 |
| 568 | 913810 | M | 13.863 | 22.60 | 106.23 | 532.2 | 0.10401 | 0.11692 | 0.032665 | 0.105935 | ... | 14.108 | 30.75 | 66.23 | 718.3 | 0.13397 | 0.07566 | 0.216357 | 0.076045 | 0.4070 | 0.08132 |
5 rows × 32 columns
Sample¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | 86943945 | B | 16.679 | 22.41 | 70.90 | 511.1 | 0.07325 | 0.16566 | 0.157626 | 0.098704 | ... | 13.021 | 19.57 | 85.85 | 649.9 | 0.14986 | 0.17896 | 0.002019 | 0.092810 | 0.3223 | 0.08625 |
| 82 | 921461 | M | 9.764 | 16.35 | 82.38 | 295.0 | 0.09420 | 0.17084 | 0.252487 | 0.011037 | ... | 10.988 | 33.96 | 129.56 | 1427.5 | 0.12244 | 0.56655 | 0.339509 | 0.047942 | 0.2313 | 0.09495 |
| 24 | 8877047 | M | 18.235 | 14.88 | 138.98 | 642.9 | 0.10760 | 0.08397 | 0.045165 | 0.022789 | ... | 10.140 | 20.04 | 152.04 | 464.8 | 0.17104 | 0.16143 | 0.464154 | 0.054776 | 0.2509 | 0.08050 |
| 547 | 857715 | M | 20.826 | 14.07 | 71.42 | 462.6 | 0.08724 | 0.08282 | 0.046475 | 0.033264 | ... | 14.155 | 25.08 | 106.30 | 677.5 | 0.12396 | 0.23683 | 0.117062 | 0.152352 | 0.4025 | 0.06053 |
| 292 | 88842 | M | 11.585 | 21.50 | 61.87 | 767.0 | 0.09063 | 0.13176 | 0.011414 | 0.005661 | ... | 14.336 | 22.82 | 129.09 | 1789.3 | 0.13281 | 0.05665 | 0.257034 | 0.058777 | 0.2888 | 0.06601 |
5 rows × 32 columns
There are no missing values
There are no missing values
| Column Name | 0 Count | 0 % |
|---|---|---|
| CONCAVE_POINTS2 | 13 | 2.285 |
| CONCAVE_POINTS1 | 9 | 1.582 |
| CONCAVE_POINTS3 | 7 | 1.230 |
| CONCAVITY1 | 6 | 1.054 |
| CONCAVITY2 | 6 | 1.054 |
| CONCAVITY3 | 6 | 1.054 |
| COMPACTNESS3 | 0 | 0.000 |
| SMOOTHNESS3 | 0 | 0.000 |
| AREA3 | 0 | 0.000 |
| COMPACTNESS2 | 0 | 0.000 |
| PERIMETER3 | 0 | 0.000 |
| TEXTURE3 | 0 | 0.000 |
| RADIUS3 | 0 | 0.000 |
| FRACTAL_DIMENSION2 | 0 | 0.000 |
| SYMMETRY2 | 0 | 0.000 |
| SYMMETRY3 | 0 | 0.000 |
| ID | 0 | 0.000 |
| SMOOTHNESS2 | 0 | 0.000 |
| DIAGNOSIS | 0 | 0.000 |
| AREA2 | 0 | 0.000 |
| PERIMETER2 | 0 | 0.000 |
| TEXTURE2 | 0 | 0.000 |
| RADIUS2 | 0 | 0.000 |
| FRACTAL_DIMENSION1 | 0 | 0.000 |
| SYMMETRY1 | 0 | 0.000 |
| COMPACTNESS1 | 0 | 0.000 |
| SMOOTHNESS1 | 0 | 0.000 |
| AREA1 | 0 | 0.000 |
| PERIMETER1 | 0 | 0.000 |
| TEXTURE1 | 0 | 0.000 |
| RADIUS1 | 0 | 0.000 |
| FRACTAL_DIMENSION3 | 0 | 0.000 |
There are no duplicated rows
ID - categorical¶
Most frequent values
| 901034301 | 7 (1.23 %) |
|---|---|
| 856299 | 1 (0.18 %) |
| 880861 | 1 (0.18 %) |
| 87074136 | 1 (0.18 %) |
| 898749 | 1 (0.18 %) |
| Other values count | 558 (98.07 %) |
| Null | 0 (0.00 %) |
Number of unique values is greater than 50, not plotting bar plot.
DIAGNOSIS - categorical¶
Most frequent values
| M | 299 (52.55 %) |
|---|---|
| B | 270 (47.45 %) |
| Other values count | 0 (0.00 %) |
| Null | 0 (0.00 %) |
RADIUS1 - categorical¶
Most frequent values
| 12.467 | 3 (0.53 %) |
|---|---|
| 14.979 | 3 (0.53 %) |
| 12.453 | 2 (0.35 %) |
| 12.716 | 2 (0.35 %) |
| 12.46 | 2 (0.35 %) |
| Other values count | 557 (97.89 %) |
| Null | 0 (0.00 %) |
Number of unique values is greater than 50, not plotting bar plot.
TEXTURE1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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AREA1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SMOOTHNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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COMPACTNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVITY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION1 - numeric¶
Descriptive Statistics
| Quantile Statistics
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RADIUS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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TEXTURE2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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PERIMETER2 - numeric¶
Descriptive Statistics
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AREA2 - numeric¶
Descriptive Statistics
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SMOOTHNESS2 - numeric¶
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COMPACTNESS2 - numeric¶
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CONCAVITY2 - numeric¶
Descriptive Statistics
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CONCAVE_POINTS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY2 - numeric¶
Descriptive Statistics
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FRACTAL_DIMENSION2 - numeric¶
Descriptive Statistics
| Quantile Statistics
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RADIUS3 - numeric¶
Descriptive Statistics
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TEXTURE3 - numeric¶
Descriptive Statistics
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PERIMETER3 - numeric¶
Descriptive Statistics
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AREA3 - numeric¶
Descriptive Statistics
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SMOOTHNESS3 - numeric¶
Descriptive Statistics
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COMPACTNESS3 - numeric¶
Descriptive Statistics
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CONCAVITY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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CONCAVE_POINTS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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SYMMETRY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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FRACTAL_DIMENSION3 - numeric¶
Descriptive Statistics
| Quantile Statistics
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Pearson Correlation¶
Spearman Correlation¶
Kendall Correlation¶
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning: The figure layout has changed to tight